library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(mlr)
## Loading required package: BBmisc
## 
## Attaching package: 'BBmisc'
## The following objects are masked from 'package:dplyr':
## 
##     coalesce, collapse
## Loading required package: ggplot2
## Loading required package: ParamHelpers
## Loading required package: stringi
## 
## Attaching package: 'mlr'
## The following object is masked from 'package:MicrosoftML':
## 
##     selectFeatures
library(rJava)
library(FSelector)
library(dummies)
## dummies-1.5.6 provided by Decision Patterns
library(caret)
## 
## Attaching package: 'caret'
## The following object is masked from 'package:mlr':
## 
##     train
library(rpart)

Data Reading

# Load training and test datasets
training <- read.csv("train.csv", header = TRUE)
testing  <- read.csv("test.csv", header = TRUE)
summary(training)
##   PassengerId       Survived          Pclass     
##  Min.   :  1.0   Min.   :0.0000   Min.   :1.000  
##  1st Qu.:223.5   1st Qu.:0.0000   1st Qu.:2.000  
##  Median :446.0   Median :0.0000   Median :3.000  
##  Mean   :446.0   Mean   :0.3838   Mean   :2.309  
##  3rd Qu.:668.5   3rd Qu.:1.0000   3rd Qu.:3.000  
##  Max.   :891.0   Max.   :1.0000   Max.   :3.000  
##                                                  
##                                     Name         Sex           Age       
##  Abbing, Mr. Anthony                  :  1   female:314   Min.   : 0.42  
##  Abbott, Mr. Rossmore Edward          :  1   male  :577   1st Qu.:20.12  
##  Abbott, Mrs. Stanton (Rosa Hunt)     :  1                Median :28.00  
##  Abelson, Mr. Samuel                  :  1                Mean   :29.70  
##  Abelson, Mrs. Samuel (Hannah Wizosky):  1                3rd Qu.:38.00  
##  Adahl, Mr. Mauritz Nils Martin       :  1                Max.   :80.00  
##  (Other)                              :885                NA's   :177    
##      SibSp           Parch             Ticket         Fare       
##  Min.   :0.000   Min.   :0.0000   1601    :  7   Min.   :  0.00  
##  1st Qu.:0.000   1st Qu.:0.0000   347082  :  7   1st Qu.:  7.91  
##  Median :0.000   Median :0.0000   CA. 2343:  7   Median : 14.45  
##  Mean   :0.523   Mean   :0.3816   3101295 :  6   Mean   : 32.20  
##  3rd Qu.:1.000   3rd Qu.:0.0000   347088  :  6   3rd Qu.: 31.00  
##  Max.   :8.000   Max.   :6.0000   CA 2144 :  6   Max.   :512.33  
##                                   (Other) :852                   
##          Cabin     Embarked
##             :687    :  2   
##  B96 B98    :  4   C:168   
##  C23 C25 C27:  4   Q: 77   
##  G6         :  4   S:644   
##  C22 C26    :  3           
##  D          :  3           
##  (Other)    :186

Imputing NAs

imp_train <- impute(training, classes = list(factor = imputeMode(), integer = imputeMean(), numeric = imputeMean()), dummy.classes = c("integer","factor"), dummy.type = "numeric")

imp_test <- impute(testing, classes = list(factor = imputeMode(), integer = imputeMean(), numeric = imputeMean()), dummy.classes = c("integer","factor"), dummy.type = "numeric")

training <- imp_train$data
testing  <- imp_test$data
training <- training %>%
  mutate(Deck = as.factor(substr(as.character(Cabin), 0, 1)),
         HasCabin = as.factor(grepl("[0-9]+", Cabin)),
         IsFamily = as.factor(SibSp + Parch > 0)) %>%
  dplyr::select(-PassengerId, -Name, -Ticket, -Cabin)

testing <- testing %>%
  mutate(Deck = as.factor(substr(as.character(Cabin), 0, 1)),
         HasCabin = as.factor(grepl("[0-9]+", Cabin)),
         IsFamily = as.factor(SibSp + Parch > 0)) %>%
  dplyr::select( -Name, -Ticket, -Cabin)

training <- dummy.data.frame(training)
testing  <- dummy.data.frame(testing)
testing_ids <- testing$PassengerId

training_dum <- training
testing_dum <- testing

training$Survived <- as.factor(training$Survived)
testing  <- testing %>% mutate(Survived = factor(0, levels = c("0","1")))

summarizeColumns(training)
##             name    type na         mean        disp   median       mad
## 1       Survived  factor  0           NA  0.38383838       NA        NA
## 2         Pclass numeric  0  2.308641975  0.83607124  3.00000  0.000000
## 3      Sexfemale integer  0  0.352413019  0.47799007  0.00000  0.000000
## 4        Sexmale integer  0  0.647586981  0.47799007  1.00000  0.000000
## 5            Age numeric  0 29.699117647 13.00201523 29.69912  9.341688
## 6          SibSp numeric  0  0.523007856  1.10274343  0.00000  0.000000
## 7          Parch numeric  0  0.381593715  0.80605722  0.00000  0.000000
## 8           Fare numeric  0 32.204207969 49.69342860 14.45420 10.236167
## 9       Embarked integer  0  0.002244669  0.04735131  0.00000  0.000000
## 10     EmbarkedC integer  0  0.188552189  0.39137216  0.00000  0.000000
## 11     EmbarkedQ integer  0  0.086419753  0.28114069  0.00000  0.000000
## 12     EmbarkedS integer  0  0.722783389  0.44787576  1.00000  0.000000
## 13          Deck integer  0  0.771043771  0.42039699  1.00000  0.000000
## 14         DeckA integer  0  0.016835017  0.12872527  0.00000  0.000000
## 15         DeckB integer  0  0.052749719  0.22365896  0.00000  0.000000
## 16         DeckC integer  0  0.066217733  0.24880197  0.00000  0.000000
## 17         DeckD integer  0  0.037037037  0.18895864  0.00000  0.000000
## 18         DeckE integer  0  0.035914703  0.18618201  0.00000  0.000000
## 19         DeckF integer  0  0.014590348  0.11997343  0.00000  0.000000
## 20         DeckG integer  0  0.004489338  0.06688950  0.00000  0.000000
## 21         DeckT integer  0  0.001122334  0.03350126  0.00000  0.000000
## 22 HasCabinFALSE integer  0  0.775533109  0.41746509  1.00000  0.000000
## 23  HasCabinTRUE integer  0  0.224466891  0.41746509  0.00000  0.000000
## 24 IsFamilyFALSE integer  0  0.602693603  0.48961523  1.00000  0.000000
## 25  IsFamilyTRUE integer  0  0.397306397  0.48961523  0.00000  0.000000
##       min      max nlevs
## 1  342.00 549.0000     2
## 2    1.00   3.0000     0
## 3    0.00   1.0000     0
## 4    0.00   1.0000     0
## 5    0.42  80.0000     0
## 6    0.00   8.0000     0
## 7    0.00   6.0000     0
## 8    0.00 512.3292     0
## 9    0.00   1.0000     0
## 10   0.00   1.0000     0
## 11   0.00   1.0000     0
## 12   0.00   1.0000     0
## 13   0.00   1.0000     0
## 14   0.00   1.0000     0
## 15   0.00   1.0000     0
## 16   0.00   1.0000     0
## 17   0.00   1.0000     0
## 18   0.00   1.0000     0
## 19   0.00   1.0000     0
## 20   0.00   1.0000     0
## 21   0.00   1.0000     0
## 22   0.00   1.0000     0
## 23   0.00   1.0000     0
## 24   0.00   1.0000     0
## 25   0.00   1.0000     0
summarizeColumns(testing)
##             name    type na         mean        disp     median       mad
## 1    PassengerId numeric  0 1.100500e+03 120.8104576 1100.50000 154.93170
## 2         Pclass numeric  0 2.265550e+00   0.8418376    3.00000   0.00000
## 3      Sexfemale integer  0 3.636364e-01   0.4816221    0.00000   0.00000
## 4        Sexmale integer  0 6.363636e-01   0.4816221    1.00000   0.00000
## 5            Age numeric  0 3.027259e+01  12.6345342   30.27259   9.63690
## 6          SibSp numeric  0 4.473684e-01   0.8967596    0.00000   0.00000
## 7          Parch numeric  0 3.923445e-01   0.9814289    0.00000   0.00000
## 8           Fare numeric  0 3.562719e+01  55.8405005   14.45420  10.15581
## 9      EmbarkedC integer  0 2.440191e-01   0.4300188    0.00000   0.00000
## 10     EmbarkedQ integer  0 1.100478e-01   0.3133244    0.00000   0.00000
## 11     EmbarkedS integer  0 6.459330e-01   0.4788027    1.00000   0.00000
## 12          Deck integer  0 7.822967e-01   0.4131792    1.00000   0.00000
## 13         DeckA integer  0 1.674641e-02   0.1284736    0.00000   0.00000
## 14         DeckB integer  0 4.306220e-02   0.2032404    0.00000   0.00000
## 15         DeckC integer  0 8.373206e-02   0.2773175    0.00000   0.00000
## 16         DeckD integer  0 3.110048e-02   0.1737973    0.00000   0.00000
## 17         DeckE integer  0 2.153110e-02   0.1453205    0.00000   0.00000
## 18         DeckF integer  0 1.913876e-02   0.1371768    0.00000   0.00000
## 19         DeckG integer  0 2.392344e-03   0.0489116    0.00000   0.00000
## 20 HasCabinFALSE integer  0 7.870813e-01   0.4098612    1.00000   0.00000
## 21  HasCabinTRUE integer  0 2.129187e-01   0.4098612    0.00000   0.00000
## 22 IsFamilyFALSE integer  0 6.052632e-01   0.4893798    1.00000   0.00000
## 23  IsFamilyTRUE integer  0 3.947368e-01   0.4893798    0.00000   0.00000
## 24      Survived  factor  0           NA   0.0000000         NA        NA
##       min       max nlevs
## 1  892.00 1309.0000     0
## 2    1.00    3.0000     0
## 3    0.00    1.0000     0
## 4    0.00    1.0000     0
## 5    0.17   76.0000     0
## 6    0.00    8.0000     0
## 7    0.00    9.0000     0
## 8    0.00  512.3292     0
## 9    0.00    1.0000     0
## 10   0.00    1.0000     0
## 11   0.00    1.0000     0
## 12   0.00    1.0000     0
## 13   0.00    1.0000     0
## 14   0.00    1.0000     0
## 15   0.00    1.0000     0
## 16   0.00    1.0000     0
## 17   0.00    1.0000     0
## 18   0.00    1.0000     0
## 19   0.00    1.0000     0
## 20   0.00    1.0000     0
## 21   0.00    1.0000     0
## 22   0.00    1.0000     0
## 23   0.00    1.0000     0
## 24   0.00  418.0000     1

Machine learning

Split the training dataset:

set.seed(123)
inTrain <- createDataPartition(training$Survived, p = .6, list = FALSE)

validation <- training[-inTrain,]
training   <- training[inTrain,]

Create tasks:

trainTask <- makeClassifTask(data = training, target = "Survived", positive = "1")
validTask <- makeClassifTask(data = validation, target = "Survived", positive = "1")
# testTask  <- makeClassifTask(data = testing, target = "Survived", positive = "1")

Normalize features:

trainTask <- normalizeFeatures(trainTask,method = "standardize")
validTask <- normalizeFeatures(validTask,method = "standardize")

summarizeColumns(trainTask)
##             name    type na          mean      disp       median       mad
## 1       Survived  factor  0            NA 0.3843284           NA        NA
## 2         Pclass numeric  0  2.119906e-16 1.0000000  0.838824799 0.0000000
## 3      Sexfemale numeric  0 -2.014917e-17 1.0000000 -0.713377828 0.0000000
## 4        Sexmale numeric  0  2.014917e-17 1.0000000  0.713377828 0.0000000
## 5            Age numeric  0 -8.924043e-17 1.0000000  0.004989088 0.6887382
## 6          SibSp numeric  0  1.403132e-17 1.0000000 -0.494060024 0.0000000
## 7          Parch numeric  0  2.448143e-17 1.0000000 -0.459290775 0.0000000
## 8           Fare numeric  0  1.349589e-18 1.0000000 -0.340483956 0.1944896
## 9       Embarked numeric  0  3.755023e-18 1.0000000 -0.061141891 0.0000000
## 10     EmbarkedC numeric  0  9.515088e-18 1.0000000 -0.484339308 0.0000000
## 11     EmbarkedQ numeric  0 -1.326974e-17 1.0000000 -0.313332327 0.0000000
## 12     EmbarkedS numeric  0  1.126199e-16 1.0000000  0.628565699 0.0000000
## 13          Deck numeric  0  0.000000e+00 1.0000000  0.576811445 0.0000000
## 14         DeckA numeric  0 -5.280934e-19 1.0000000 -0.114925309 0.0000000
## 15         DeckB numeric  0  6.744304e-18 1.0000000 -0.243265132 0.0000000
## 16         DeckC numeric  0  3.488441e-17 1.0000000 -0.268077734 0.0000000
## 17         DeckD numeric  0  2.081668e-17 1.0000000 -0.211543522 0.0000000
## 18         DeckE numeric  0 -1.344760e-17 1.0000000 -0.201743954 0.0000000
## 19         DeckF numeric  0  3.156783e-17 1.0000000 -0.151188750 0.0000000
## 20         DeckG numeric  0 -6.052139e-18 1.0000000 -0.086630072 0.0000000
## 21         DeckT numeric  0 -3.395591e-19 1.0000000 -0.043193421 0.0000000
## 22 HasCabinFALSE numeric  0  3.050674e-17 1.0000000  0.568201836 0.0000000
## 23  HasCabinTRUE numeric  0 -3.050674e-17 1.0000000 -0.568201836 0.0000000
## 24 IsFamilyFALSE numeric  0 -1.423491e-16 1.0000000  0.843285745 0.0000000
## 25  IsFamilyTRUE numeric  0 -7.969553e-17 1.0000000 -0.843285745 0.0000000
##             min         max nlevs
## 1  206.00000000 330.0000000     2
## 2   -1.52133317   0.8388248     0
## 3   -0.71337783   1.3991665     0
## 4   -1.39916646   0.7133778     0
## 5   -2.38161576   3.3307581     0
## 6   -0.49406002   7.7172942     0
## 7   -0.45929078   7.0385728     0
## 8   -0.60364320   8.7227150     0
## 9   -0.06114189  16.3248849     0
## 10  -0.48433931   2.0608163     0
## 11  -0.31333233   3.1855453     0
## 12  -1.58795545   0.6285657     0
## 13  -1.73043433   0.5768114     0
## 14  -0.11492531   8.6850698     0
## 15  -0.24326513   4.1030719     0
## 16  -0.26807773   3.7233019     0
## 17  -0.21154352   4.7183403     0
## 18  -0.20174395   4.9475303     0
## 19  -0.15118875   6.6019087     0
## 20  -0.08663007  11.5217996     0
## 21  -0.04319342  23.1084804     0
## 22  -1.75665453   0.5682018     0
## 23  -0.56820184   1.7566545     0
## 24  -1.18362528   0.8432857     0
## 25  -0.84328574   1.1836253     0

Features importance

im_feat <- generateFilterValuesData(trainTask, method = c("information.gain","chi.squared"))
plotFilterValues(im_feat,n.show = 20)

Modeling

Decission tree

# make a learner
makeatree <- makeLearner("classif.rpart", predict.type = "response", fix.factors.prediction = FALSE)

# set 3-fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)

# Search for hyperparameters
## minsplit  - represents the minimum number of observation in a node for a split to take place
## minbucket - says the minimum number of observation I should keep in terminal nodes
## cp - is the complexity parameter. The lesser it is, the tree will learn more specific relations 
##      in the data which  might result in overfitting
gs <- makeParamSet(
    makeIntegerParam("minsplit",lower = 10, upper = 50),
    makeIntegerParam("minbucket", lower = 5, upper = 50),
    makeNumericParam("cp", lower = 0.001, upper = 0.2)
)
# do a grid search
gscontrol <- makeTuneControlGrid()
# hypertune the parameters
stune <- tuneParams(learner = makeatree, 
                    resampling = set_cv, 
                    task = trainTask, 
                    par.set = gs, 
                    control = gscontrol, 
                    measures = acc,
                    show.info = FALSE)

#check best parameter
stune$x
## $minsplit
## [1] 14
## 
## $minbucket
## [1] 5
## 
## $cp
## [1] 0.001
#cross validation result
stune$y
## acc.test.mean 
##     0.8451551
#using hyperparameters for modeling
t.tree <- setHyperPars(makeatree, par.vals = stune$x)

#train the model
t.rpart <- mlr::train(t.tree, trainTask)
getLearnerModel(t.rpart)
## n= 536 
## 
## node), split, n, loss, yval, (yprob)
##       * denotes terminal node
## 
##   1) root 536 206 0 (0.61567164 0.38432836)  
##     2) Sexfemale< 0.3428943 355  68 0 (0.80845070 0.19154930)  
##       4) Age>=-1.356192 332  51 0 (0.84638554 0.15361446)  
##         8) HasCabinFALSE>=-0.5942263 268  27 0 (0.89925373 0.10074627) *
##         9) HasCabinFALSE< -0.5942263 64  24 0 (0.62500000 0.37500000)  
##          18) Fare< -0.4598329 8   0 0 (1.00000000 0.00000000) *
##          19) Fare>=-0.4598329 56  24 0 (0.57142857 0.42857143)  
##            38) DeckC>=1.727612 22   6 0 (0.72727273 0.27272727)  
##              76) Fare>=1.802411 5   0 0 (1.00000000 0.00000000) *
##              77) Fare< 1.802411 17   6 0 (0.64705882 0.35294118)  
##               154) Age>=0.01725188 10   2 0 (0.80000000 0.20000000) *
##               155) Age< 0.01725188 7   3 1 (0.42857143 0.57142857) *
##            39) DeckC< 1.727612 34  16 1 (0.47058824 0.52941176)  
##              78) Age>=1.170685 12   4 0 (0.66666667 0.33333333) *
##              79) Age< 1.170685 22   8 1 (0.36363636 0.63636364)  
##               158) Age< 0.1517829 12   5 0 (0.58333333 0.41666667) *
##               159) Age>=0.1517829 10   1 1 (0.10000000 0.90000000) *
##       5) Age< -1.356192 23   6 1 (0.26086957 0.73913043)  
##        10) SibSp>=2.071988 5   0 0 (1.00000000 0.00000000) *
##        11) SibSp< 2.071988 18   1 1 (0.05555556 0.94444444) *
##     3) Sexfemale>=0.3428943 181  43 1 (0.23756906 0.76243094)  
##       6) Pclass>=0.2487853 79  37 1 (0.46835443 0.53164557)  
##        12) Fare>=-0.152036 11   1 0 (0.90909091 0.09090909) *
##        13) Fare< -0.152036 68  27 1 (0.39705882 0.60294118)  
##          26) Fare< -0.3192838 49  24 1 (0.48979592 0.51020408)  
##            52) Age>=0.04989271 5   0 0 (1.00000000 0.00000000) *
##            53) Age< 0.04989271 44  19 1 (0.43181818 0.56818182)  
##             106) Fare>=-0.4623359 27  12 0 (0.55555556 0.44444444)  
##               212) Fare< -0.40708 15   3 0 (0.80000000 0.20000000) *
##               213) Fare>=-0.40708 12   3 1 (0.25000000 0.75000000) *
##             107) Fare< -0.4623359 17   4 1 (0.23529412 0.76470588) *
##          27) Fare>=-0.3192838 19   3 1 (0.15789474 0.84210526) *
##       7) Pclass< 0.2487853 102   6 1 (0.05882353 0.94117647) *
#make predictions
tpmodel_val <- predict(t.rpart, validTask)

XGboost

#load xgboost
set.seed(1001)
getParamSet("classif.xgboost")
##                       Type len             Def          Constr Req Tunable
## booster           discrete   -          gbtree gbtree,gblinear   -    TRUE
## silent             integer   -               0     -Inf to Inf   -    TRUE
## eta                numeric   -             0.3        0 to Inf   -    TRUE
## gamma              numeric   -               0        0 to Inf   -    TRUE
## max_depth          integer   -               6        0 to Inf   -    TRUE
## min_child_weight   numeric   -               1        0 to Inf   -    TRUE
## subsample          numeric   -               1          0 to 1   -    TRUE
## colsample_bytree   numeric   -               1          0 to 1   -    TRUE
## num_parallel_tree  integer   -               1        1 to Inf   -    TRUE
## lambda             numeric   -               0        0 to Inf   -    TRUE
## lambda_bias        numeric   -               0        0 to Inf   -    TRUE
## alpha              numeric   -               0        0 to Inf   -    TRUE
## objective          untyped   - binary:logistic               -   -    TRUE
## eval_metric        untyped   -           error               -   -    TRUE
## base_score         numeric   -             0.5     -Inf to Inf   -    TRUE
## missing            numeric   -               0     -Inf to Inf   -    TRUE
## nthread            integer   -              16        1 to Inf   -    TRUE
## nrounds            integer   -               1        1 to Inf   -    TRUE
## feval              untyped   -          <NULL>               -   -    TRUE
## verbose            integer   -               2          0 to 2   -    TRUE
## print.every.n      integer   -               1        1 to Inf   -    TRUE
## early.stop.round   integer   -               1        1 to Inf   -    TRUE
## maximize           logical   -            TRUE               -   -    TRUE
##                   Trafo
## booster               -
## silent                -
## eta                   -
## gamma                 -
## max_depth             -
## min_child_weight      -
## subsample             -
## colsample_bytree      -
## num_parallel_tree     -
## lambda                -
## lambda_bias           -
## alpha                 -
## objective             -
## eval_metric           -
## base_score            -
## missing               -
## nthread               -
## nrounds               -
## feval                 -
## verbose               -
## print.every.n         -
## early.stop.round      -
## maximize              -
#make learner with inital parameters
xg_set <- makeLearner("classif.xgboost", predict.type = "response")
xg_set$par.vals <- list(
  objective = "binary:logistic",
  eval_metric = "error",
  nrounds = 250
)
#define parameters for tuning
xg_ps <- makeParamSet(
  makeIntegerParam("nrounds",lower=200,upper=600),
  makeIntegerParam("max_depth",lower=3,upper=20),
  makeNumericParam("lambda",lower=0.55,upper=0.60),
  makeNumericParam("eta", lower = 0.001, upper = 0.5),
  makeNumericParam("subsample", lower = 0.10, upper = 0.80),
  makeNumericParam("min_child_weight",lower=1,upper=5),
  makeNumericParam("colsample_bytree",lower = 0.2,upper = 0.8)
)
#define search function
rancontrol <- makeTuneControlRandom(maxit = 100L) #do 100 iterations
#3 fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)
#tune parameters
xg_tune <- tuneParams(learner = xg_set, task = trainTask, resampling = set_cv,measures = acc,par.set = xg_ps, control = rancontrol, show.info = FALSE)
## [0]  train-error:0.206704
## [1]  train-error:0.195531
## [2]  train-error:0.192737
## [3]  train-error:0.178771
## [4]  train-error:0.153631
## [5]  train-error:0.173184
## [6]  train-error:0.184358
## [7]  train-error:0.156425
## [8]  train-error:0.153631
## [9]  train-error:0.156425
## [10] train-error:0.148045
## [11] train-error:0.150838
## [12] train-error:0.134078
## [13] train-error:0.139665
## [14] train-error:0.142458
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## [100]    train-error:0.137255
## [101]    train-error:0.148459
## [102]    train-error:0.140056
## [103]    train-error:0.151261
## [104]    train-error:0.148459
## [105]    train-error:0.142857
## [106]    train-error:0.142857
## [107]    train-error:0.154062
## [108]    train-error:0.151261
## [109]    train-error:0.156863
## [110]    train-error:0.156863
## [111]    train-error:0.156863
## [112]    train-error:0.162465
## [113]    train-error:0.162465
## [114]    train-error:0.165266
## [115]    train-error:0.170868
## [116]    train-error:0.162465
## [117]    train-error:0.156863
## [118]    train-error:0.162465
## [119]    train-error:0.165266
## [120]    train-error:0.159664
## [121]    train-error:0.165266
## [122]    train-error:0.165266
## [123]    train-error:0.156863
## [124]    train-error:0.156863
## [125]    train-error:0.159664
## [126]    train-error:0.148459
## [127]    train-error:0.154062
## [128]    train-error:0.154062
## [129]    train-error:0.151261
## [130]    train-error:0.154062
## [131]    train-error:0.151261
## [132]    train-error:0.151261
## [133]    train-error:0.156863
## [134]    train-error:0.159664
## [135]    train-error:0.162465
## [136]    train-error:0.156863
## [137]    train-error:0.154062
## [138]    train-error:0.145658
## [139]    train-error:0.159664
## [140]    train-error:0.159664
## [141]    train-error:0.156863
## [142]    train-error:0.154062
## [143]    train-error:0.148459
## [144]    train-error:0.151261
## [145]    train-error:0.156863
## [146]    train-error:0.156863
## [147]    train-error:0.162465
## [148]    train-error:0.165266
## [149]    train-error:0.170868
## [150]    train-error:0.159664
## [151]    train-error:0.159664
## [152]    train-error:0.151261
## [153]    train-error:0.156863
## [154]    train-error:0.156863
## [155]    train-error:0.145658
## [156]    train-error:0.145658
## [157]    train-error:0.148459
## [158]    train-error:0.154062
## [159]    train-error:0.151261
## [160]    train-error:0.151261
## [161]    train-error:0.142857
## [162]    train-error:0.145658
## [163]    train-error:0.151261
## [164]    train-error:0.145658
## [165]    train-error:0.142857
## [166]    train-error:0.142857
## [167]    train-error:0.140056
## [168]    train-error:0.151261
## [169]    train-error:0.140056
## [170]    train-error:0.148459
## [171]    train-error:0.142857
## [172]    train-error:0.140056
## [173]    train-error:0.142857
## [174]    train-error:0.142857
## [175]    train-error:0.142857
## [176]    train-error:0.140056
## [177]    train-error:0.140056
## [178]    train-error:0.140056
## [179]    train-error:0.145658
## [180]    train-error:0.142857
## [181]    train-error:0.137255
## [182]    train-error:0.145658
## [183]    train-error:0.145658
## [184]    train-error:0.145658
## [185]    train-error:0.137255
## [186]    train-error:0.145658
## [187]    train-error:0.142857
## [188]    train-error:0.145658
## [189]    train-error:0.142857
## [190]    train-error:0.145658
## [191]    train-error:0.137255
## [192]    train-error:0.140056
## [193]    train-error:0.142857
## [194]    train-error:0.134454
## [195]    train-error:0.140056
## [196]    train-error:0.145658
## [197]    train-error:0.145658
## [198]    train-error:0.131653
## [199]    train-error:0.128852
## [200]    train-error:0.134454
## [201]    train-error:0.137255
## [202]    train-error:0.134454
## [203]    train-error:0.131653
## [204]    train-error:0.137255
## [205]    train-error:0.142857
## [206]    train-error:0.134454
## [207]    train-error:0.134454
## [208]    train-error:0.137255
## [209]    train-error:0.137255
## [210]    train-error:0.134454
## [211]    train-error:0.134454
## [212]    train-error:0.140056
## [213]    train-error:0.123249
## [214]    train-error:0.131653
## [215]    train-error:0.126050
## [216]    train-error:0.134454
## [217]    train-error:0.128852
## [218]    train-error:0.131653
## [219]    train-error:0.137255
## [220]    train-error:0.140056
## [221]    train-error:0.137255
## [222]    train-error:0.137255
## [223]    train-error:0.137255
## [224]    train-error:0.140056
## [225]    train-error:0.142857
## [226]    train-error:0.131653
## [227]    train-error:0.137255
## [228]    train-error:0.140056
## [229]    train-error:0.145658
## [230]    train-error:0.145658
## [231]    train-error:0.145658
## [232]    train-error:0.145658
## [233]    train-error:0.142857
## [234]    train-error:0.142857
## [235]    train-error:0.134454
## [236]    train-error:0.140056
## [237]    train-error:0.131653
## [238]    train-error:0.137255
## [239]    train-error:0.142857
## [240]    train-error:0.142857
## [241]    train-error:0.140056
## [242]    train-error:0.142857
## [243]    train-error:0.137255
## [244]    train-error:0.140056
## [245]    train-error:0.137255
## [246]    train-error:0.134454
## [247]    train-error:0.140056
## [248]    train-error:0.137255
## [249]    train-error:0.142857
## [250]    train-error:0.134454
## [251]    train-error:0.128852
## [252]    train-error:0.134454
## [253]    train-error:0.140056
## [254]    train-error:0.131653
## [255]    train-error:0.131653
## [256]    train-error:0.128852
## [257]    train-error:0.137255
## [258]    train-error:0.131653
## [259]    train-error:0.134454
## [260]    train-error:0.137255
## [261]    train-error:0.134454
## [262]    train-error:0.131653
## [263]    train-error:0.131653
## [264]    train-error:0.134454
## [265]    train-error:0.128852
## [266]    train-error:0.128852
## [267]    train-error:0.126050
## [268]    train-error:0.134454
## [269]    train-error:0.134454
## [270]    train-error:0.131653
## [271]    train-error:0.137255
## [272]    train-error:0.134454
## [273]    train-error:0.134454
## [274]    train-error:0.134454
## [275]    train-error:0.134454
## [276]    train-error:0.134454
## [277]    train-error:0.140056
## [278]    train-error:0.140056
## [279]    train-error:0.145658
## [280]    train-error:0.145658
## [281]    train-error:0.145658
## [282]    train-error:0.140056
## [283]    train-error:0.145658
## [284]    train-error:0.140056
## [285]    train-error:0.140056
## [286]    train-error:0.151261
## [287]    train-error:0.145658
## [288]    train-error:0.148459
## [289]    train-error:0.145658
## [290]    train-error:0.148459
## [291]    train-error:0.145658
## [292]    train-error:0.137255
## [293]    train-error:0.140056
## [294]    train-error:0.142857
## [295]    train-error:0.128852
## [296]    train-error:0.134454
## [297]    train-error:0.128852
## [298]    train-error:0.131653
## [299]    train-error:0.137255
## [300]    train-error:0.134454
## [301]    train-error:0.126050
## [302]    train-error:0.131653
## [303]    train-error:0.120448
## [304]    train-error:0.126050
## [305]    train-error:0.131653
## [306]    train-error:0.131653
## [307]    train-error:0.134454
## [308]    train-error:0.131653
## [309]    train-error:0.128852
## [310]    train-error:0.131653
## [311]    train-error:0.134454
## [312]    train-error:0.137255
## [313]    train-error:0.137255
## [314]    train-error:0.131653
## [315]    train-error:0.126050
## [316]    train-error:0.128852
## [317]    train-error:0.128852
## [318]    train-error:0.128852
## [319]    train-error:0.120448
## [320]    train-error:0.128852
## [321]    train-error:0.120448
## [322]    train-error:0.123249
## [323]    train-error:0.128852
## [324]    train-error:0.128852
## [325]    train-error:0.131653
## [326]    train-error:0.123249
## [327]    train-error:0.123249
## [328]    train-error:0.134454
## [329]    train-error:0.131653
## [330]    train-error:0.131653
## [331]    train-error:0.131653
## [332]    train-error:0.128852
## [333]    train-error:0.134454
## [334]    train-error:0.131653
## [335]    train-error:0.128852
## [336]    train-error:0.137255
## [337]    train-error:0.140056
## [338]    train-error:0.142857
## [339]    train-error:0.148459
## [340]    train-error:0.148459
## [341]    train-error:0.142857
## [342]    train-error:0.148459
## [343]    train-error:0.145658
## [344]    train-error:0.151261
## [345]    train-error:0.140056
## [346]    train-error:0.142857
## [347]    train-error:0.128852
## [348]    train-error:0.134454
## [349]    train-error:0.131653
## [350]    train-error:0.134454
## [351]    train-error:0.128852
## [352]    train-error:0.123249
## [353]    train-error:0.126050
## [354]    train-error:0.131653
## [355]    train-error:0.131653
## [356]    train-error:0.137255
## [357]    train-error:0.134454
## [358]    train-error:0.128852
## [359]    train-error:0.128852
## [360]    train-error:0.126050
## [361]    train-error:0.126050
## [362]    train-error:0.131653
## [363]    train-error:0.131653
## [364]    train-error:0.134454
## [365]    train-error:0.140056
## [366]    train-error:0.142857
## [367]    train-error:0.140056
## [368]    train-error:0.142857
## [369]    train-error:0.140056
## [370]    train-error:0.134454
## [371]    train-error:0.134454
## [372]    train-error:0.131653
## [373]    train-error:0.137255
## [374]    train-error:0.128852
## [375]    train-error:0.137255
## [376]    train-error:0.137255
## [377]    train-error:0.134454
## [378]    train-error:0.131653
## [379]    train-error:0.131653
## [380]    train-error:0.131653
## [381]    train-error:0.137255
## [382]    train-error:0.126050
## [383]    train-error:0.131653
## [384]    train-error:0.134454
## [385]    train-error:0.128852
## [386]    train-error:0.128852
## [387]    train-error:0.126050
## [388]    train-error:0.123249
## [389]    train-error:0.128852
## [390]    train-error:0.134454
## [391]    train-error:0.134454
## [392]    train-error:0.137255
## [393]    train-error:0.137255
## [394]    train-error:0.134454
## [395]    train-error:0.131653
## [396]    train-error:0.137255
## [397]    train-error:0.137255
## [398]    train-error:0.131653
## [399]    train-error:0.128852
## [400]    train-error:0.126050
## [401]    train-error:0.131653
## [402]    train-error:0.126050
## [403]    train-error:0.117647
## [404]    train-error:0.126050
## [405]    train-error:0.131653
## [406]    train-error:0.128852
## [407]    train-error:0.128852
## [408]    train-error:0.128852
## [409]    train-error:0.126050
## [410]    train-error:0.123249
## [411]    train-error:0.134454
## [412]    train-error:0.131653
## [413]    train-error:0.137255
## [414]    train-error:0.131653
## [415]    train-error:0.128852
## [416]    train-error:0.128852
## [417]    train-error:0.134454
## [418]    train-error:0.128852
## [419]    train-error:0.126050
## [420]    train-error:0.131653
## [421]    train-error:0.131653
## [422]    train-error:0.137255
## [423]    train-error:0.137255
## [424]    train-error:0.131653
## [425]    train-error:0.131653
## [426]    train-error:0.131653
## [427]    train-error:0.134454
## [428]    train-error:0.134454
## [429]    train-error:0.137255
## [430]    train-error:0.131653
## [431]    train-error:0.137255
## [432]    train-error:0.134454
## [433]    train-error:0.134454
## [434]    train-error:0.131653
## [435]    train-error:0.137255
## [436]    train-error:0.148459
## [437]    train-error:0.145658
## [438]    train-error:0.142857
## [439]    train-error:0.140056
## [440]    train-error:0.140056
## [441]    train-error:0.140056
## [442]    train-error:0.140056
## [443]    train-error:0.137255
## [444]    train-error:0.140056
## [445]    train-error:0.140056
## [446]    train-error:0.134454
## [447]    train-error:0.140056
## [448]    train-error:0.142857
## [449]    train-error:0.134454
## [450]    train-error:0.134454
## [451]    train-error:0.140056
## [452]    train-error:0.134454
## [453]    train-error:0.134454
## [454]    train-error:0.134454
## [455]    train-error:0.134454
## [456]    train-error:0.142857
## [457]    train-error:0.142857
## [458]    train-error:0.137255
## [459]    train-error:0.137255
## [460]    train-error:0.134454
## [461]    train-error:0.134454
## [462]    train-error:0.131653
## [463]    train-error:0.134454
## [464]    train-error:0.131653
## [465]    train-error:0.134454
## [466]    train-error:0.134454
## [467]    train-error:0.131653
## [468]    train-error:0.131653
## [469]    train-error:0.128852
## [470]    train-error:0.134454
## [471]    train-error:0.128852
## [472]    train-error:0.137255
## [473]    train-error:0.128852
## [474]    train-error:0.123249
## [475]    train-error:0.126050
## [476]    train-error:0.126050
## [477]    train-error:0.128852
## [478]    train-error:0.131653
## [479]    train-error:0.140056
## [480]    train-error:0.131653
## [481]    train-error:0.137255
## [482]    train-error:0.131653
## [483]    train-error:0.128852
## [484]    train-error:0.128852
## [485]    train-error:0.134454
## [486]    train-error:0.134454
## [487]    train-error:0.137255
## [488]    train-error:0.134454
## [489]    train-error:0.140056
## [490]    train-error:0.137255
## [491]    train-error:0.134454
## [492]    train-error:0.128852
## [493]    train-error:0.131653
## [494]    train-error:0.131653
## [495]    train-error:0.126050
## [496]    train-error:0.128852
## [497]    train-error:0.131653
## [498]    train-error:0.128852
## [499]    train-error:0.131653
## [500]    train-error:0.126050
## [501]    train-error:0.131653
## [502]    train-error:0.128852
## [503]    train-error:0.126050
## [504]    train-error:0.128852
## [505]    train-error:0.131653
## [506]    train-error:0.128852
## [507]    train-error:0.134454
## [508]    train-error:0.128852
## [509]    train-error:0.126050
## [510]    train-error:0.131653
## [511]    train-error:0.131653
## [512]    train-error:0.128852
## [513]    train-error:0.128852
## [514]    train-error:0.123249
## [515]    train-error:0.123249
## [516]    train-error:0.120448
## [517]    train-error:0.120448
## [518]    train-error:0.117647
## [519]    train-error:0.126050
## [520]    train-error:0.117647
## [521]    train-error:0.114846
## [522]    train-error:0.120448
## [523]    train-error:0.117647
## [524]    train-error:0.120448
## [525]    train-error:0.123249
## [526]    train-error:0.123249
## [527]    train-error:0.117647
## [528]    train-error:0.126050
## [529]    train-error:0.120448
## [530]    train-error:0.123249
## [531]    train-error:0.120448
## [532]    train-error:0.126050
## [533]    train-error:0.120448
## [534]    train-error:0.123249
## [535]    train-error:0.120448
## [536]    train-error:0.117647
## [537]    train-error:0.123249
## [538]    train-error:0.120448
## [539]    train-error:0.117647
## [540]    train-error:0.120448
## [541]    train-error:0.120448
## [542]    train-error:0.123249
## [543]    train-error:0.120448
## [544]    train-error:0.120448
## [545]    train-error:0.120448
## [546]    train-error:0.117647
## [547]    train-error:0.120448
## [548]    train-error:0.123249
## [549]    train-error:0.123249
## [550]    train-error:0.123249
## [551]    train-error:0.123249
## [552]    train-error:0.123249
## [553]    train-error:0.126050
## [554]    train-error:0.128852
## [555]    train-error:0.128852
## [556]    train-error:0.131653
## [557]    train-error:0.128852
## [558]    train-error:0.128852
## [559]    train-error:0.134454
## [560]    train-error:0.128852
## [561]    train-error:0.128852
## [562]    train-error:0.128852
## [563]    train-error:0.126050
## [564]    train-error:0.131653
## [565]    train-error:0.126050
## [566]    train-error:0.117647
## [567]    train-error:0.117647
## [568]    train-error:0.123249
## [569]    train-error:0.120448
## [570]    train-error:0.120448
## [571]    train-error:0.120448
## [572]    train-error:0.120448
## [573]    train-error:0.123249
## [574]    train-error:0.117647
## [575]    train-error:0.117647
## [576]    train-error:0.117647
## [577]    train-error:0.123249
## [578]    train-error:0.114846
## [579]    train-error:0.114846
## [580]    train-error:0.114846
## [581]    train-error:0.131653
## [582]    train-error:0.114846
## [583]    train-error:0.123249
## [584]    train-error:0.126050
## [585]    train-error:0.123249
## [586]    train-error:0.117647
## [587]    train-error:0.114846
## [588]    train-error:0.120448
## [589]    train-error:0.114846
## [590]    train-error:0.117647
#set parameters
xg_new <- setHyperPars(learner = xg_set, par.vals = xg_tune$x)
#train model
xgmodel <- mlr::train(xg_new, trainTask)
## [0]  train-error:0.304104
## [1]  train-error:0.220149
## [2]  train-error:0.205224
## [3]  train-error:0.197761
## [4]  train-error:0.184701
## [5]  train-error:0.177239
## [6]  train-error:0.186567
## [7]  train-error:0.180970
## [8]  train-error:0.177239
## [9]  train-error:0.171642
## [10] train-error:0.175373
## [11] train-error:0.167910
## [12] train-error:0.171642
## [13] train-error:0.166045
## [14] train-error:0.162313
## [15] train-error:0.169776
## [16] train-error:0.167910
## [17] train-error:0.171642
## [18] train-error:0.166045
## [19] train-error:0.156716
## [20] train-error:0.154851
## [21] train-error:0.154851
## [22] train-error:0.152985
## [23] train-error:0.147388
## [24] train-error:0.143657
## [25] train-error:0.136194
## [26] train-error:0.126866
## [27] train-error:0.128731
## [28] train-error:0.130597
## [29] train-error:0.132463
## [30] train-error:0.130597
## [31] train-error:0.128731
## [32] train-error:0.128731
## [33] train-error:0.125000
## [34] train-error:0.123134
## [35] train-error:0.123134
## [36] train-error:0.119403
## [37] train-error:0.119403
## [38] train-error:0.121269
## [39] train-error:0.121269
## [40] train-error:0.126866
## [41] train-error:0.125000
## [42] train-error:0.125000
## [43] train-error:0.123134
## [44] train-error:0.121269
## [45] train-error:0.123134
## [46] train-error:0.119403
## [47] train-error:0.117537
## [48] train-error:0.121269
## [49] train-error:0.115672
## [50] train-error:0.115672
## [51] train-error:0.115672
## [52] train-error:0.113806
## [53] train-error:0.113806
## [54] train-error:0.119403
## [55] train-error:0.115672
## [56] train-error:0.117537
## [57] train-error:0.111940
## [58] train-error:0.115672
## [59] train-error:0.117537
## [60] train-error:0.117537
## [61] train-error:0.115672
## [62] train-error:0.115672
## [63] train-error:0.115672
## [64] train-error:0.115672
## [65] train-error:0.113806
## [66] train-error:0.113806
## [67] train-error:0.115672
## [68] train-error:0.117537
## [69] train-error:0.115672
## [70] train-error:0.117537
## [71] train-error:0.115672
## [72] train-error:0.121269
## [73] train-error:0.117537
## [74] train-error:0.113806
## [75] train-error:0.115672
## [76] train-error:0.117537
## [77] train-error:0.115672
## [78] train-error:0.113806
## [79] train-error:0.113806
## [80] train-error:0.113806
## [81] train-error:0.113806
## [82] train-error:0.113806
## [83] train-error:0.113806
## [84] train-error:0.113806
## [85] train-error:0.113806
## [86] train-error:0.115672
## [87] train-error:0.115672
## [88] train-error:0.113806
## [89] train-error:0.117537
## [90] train-error:0.117537
## [91] train-error:0.115672
## [92] train-error:0.117537
## [93] train-error:0.115672
## [94] train-error:0.117537
## [95] train-error:0.113806
## [96] train-error:0.111940
## [97] train-error:0.110075
## [98] train-error:0.111940
## [99] train-error:0.111940
## [100]    train-error:0.110075
## [101]    train-error:0.108209
## [102]    train-error:0.110075
## [103]    train-error:0.111940
## [104]    train-error:0.110075
## [105]    train-error:0.111940
## [106]    train-error:0.110075
## [107]    train-error:0.108209
## [108]    train-error:0.108209
## [109]    train-error:0.111940
## [110]    train-error:0.111940
## [111]    train-error:0.110075
## [112]    train-error:0.111940
## [113]    train-error:0.111940
## [114]    train-error:0.111940
## [115]    train-error:0.110075
## [116]    train-error:0.111940
## [117]    train-error:0.111940
## [118]    train-error:0.110075
## [119]    train-error:0.110075
## [120]    train-error:0.110075
## [121]    train-error:0.108209
## [122]    train-error:0.106343
## [123]    train-error:0.106343
## [124]    train-error:0.108209
## [125]    train-error:0.108209
## [126]    train-error:0.102612
## [127]    train-error:0.104478
## [128]    train-error:0.104478
## [129]    train-error:0.104478
## [130]    train-error:0.104478
## [131]    train-error:0.106343
## [132]    train-error:0.102612
## [133]    train-error:0.100746
## [134]    train-error:0.100746
## [135]    train-error:0.102612
## [136]    train-error:0.098881
## [137]    train-error:0.100746
## [138]    train-error:0.102612
## [139]    train-error:0.104478
## [140]    train-error:0.104478
## [141]    train-error:0.102612
## [142]    train-error:0.106343
## [143]    train-error:0.106343
## [144]    train-error:0.104478
## [145]    train-error:0.104478
## [146]    train-error:0.104478
## [147]    train-error:0.104478
## [148]    train-error:0.104478
## [149]    train-error:0.104478
## [150]    train-error:0.102612
## [151]    train-error:0.106343
## [152]    train-error:0.104478
## [153]    train-error:0.104478
## [154]    train-error:0.104478
## [155]    train-error:0.098881
## [156]    train-error:0.097015
## [157]    train-error:0.098881
## [158]    train-error:0.097015
## [159]    train-error:0.098881
## [160]    train-error:0.100746
## [161]    train-error:0.098881
## [162]    train-error:0.098881
## [163]    train-error:0.100746
## [164]    train-error:0.097015
## [165]    train-error:0.097015
## [166]    train-error:0.097015
## [167]    train-error:0.097015
## [168]    train-error:0.095149
## [169]    train-error:0.093284
## [170]    train-error:0.093284
## [171]    train-error:0.097015
## [172]    train-error:0.097015
## [173]    train-error:0.095149
## [174]    train-error:0.095149
## [175]    train-error:0.093284
## [176]    train-error:0.095149
## [177]    train-error:0.095149
## [178]    train-error:0.091418
## [179]    train-error:0.093284
## [180]    train-error:0.087687
## [181]    train-error:0.091418
## [182]    train-error:0.091418
## [183]    train-error:0.093284
## [184]    train-error:0.093284
## [185]    train-error:0.091418
## [186]    train-error:0.091418
## [187]    train-error:0.091418
## [188]    train-error:0.091418
## [189]    train-error:0.091418
## [190]    train-error:0.091418
## [191]    train-error:0.089552
## [192]    train-error:0.091418
## [193]    train-error:0.089552
## [194]    train-error:0.093284
## [195]    train-error:0.093284
## [196]    train-error:0.093284
## [197]    train-error:0.093284
## [198]    train-error:0.093284
## [199]    train-error:0.091418
## [200]    train-error:0.089552
## [201]    train-error:0.093284
## [202]    train-error:0.093284
## [203]    train-error:0.095149
## [204]    train-error:0.095149
## [205]    train-error:0.095149
## [206]    train-error:0.089552
## [207]    train-error:0.091418
## [208]    train-error:0.091418
## [209]    train-error:0.093284
## [210]    train-error:0.093284
## [211]    train-error:0.091418
## [212]    train-error:0.093284
## [213]    train-error:0.089552
## [214]    train-error:0.087687
## [215]    train-error:0.085821
## [216]    train-error:0.091418
## [217]    train-error:0.089552
## [218]    train-error:0.089552
## [219]    train-error:0.087687
## [220]    train-error:0.087687
## [221]    train-error:0.089552
## [222]    train-error:0.089552
## [223]    train-error:0.091418
## [224]    train-error:0.091418
## [225]    train-error:0.085821
## [226]    train-error:0.091418
## [227]    train-error:0.087687
## [228]    train-error:0.089552
## [229]    train-error:0.089552
## [230]    train-error:0.087687
## [231]    train-error:0.087687
## [232]    train-error:0.093284
## [233]    train-error:0.091418
## [234]    train-error:0.091418
## [235]    train-error:0.091418
## [236]    train-error:0.091418
## [237]    train-error:0.095149
## [238]    train-error:0.089552
## [239]    train-error:0.089552
## [240]    train-error:0.089552
## [241]    train-error:0.089552
## [242]    train-error:0.089552
## [243]    train-error:0.087687
## [244]    train-error:0.093284
## [245]    train-error:0.093284
## [246]    train-error:0.093284
## [247]    train-error:0.095149
## [248]    train-error:0.093284
## [249]    train-error:0.095149
## [250]    train-error:0.091418
## [251]    train-error:0.089552
## [252]    train-error:0.089552
## [253]    train-error:0.089552
## [254]    train-error:0.091418
## [255]    train-error:0.091418
## [256]    train-error:0.089552
## [257]    train-error:0.089552
## [258]    train-error:0.093284
## [259]    train-error:0.089552
## [260]    train-error:0.091418
## [261]    train-error:0.089552
## [262]    train-error:0.085821
## [263]    train-error:0.083955
## [264]    train-error:0.089552
## [265]    train-error:0.089552
## [266]    train-error:0.087687
## [267]    train-error:0.083955
## [268]    train-error:0.083955
## [269]    train-error:0.083955
## [270]    train-error:0.085821
## [271]    train-error:0.083955
## [272]    train-error:0.085821
## [273]    train-error:0.085821
## [274]    train-error:0.083955
## [275]    train-error:0.083955
## [276]    train-error:0.085821
## [277]    train-error:0.087687
## [278]    train-error:0.087687
## [279]    train-error:0.087687
## [280]    train-error:0.083955
## [281]    train-error:0.085821
## [282]    train-error:0.087687
## [283]    train-error:0.089552
## [284]    train-error:0.087687
## [285]    train-error:0.089552
## [286]    train-error:0.087687
## [287]    train-error:0.087687
## [288]    train-error:0.083955
## [289]    train-error:0.087687
## [290]    train-error:0.087687
## [291]    train-error:0.089552
## [292]    train-error:0.089552
## [293]    train-error:0.089552
## [294]    train-error:0.091418
## [295]    train-error:0.091418
## [296]    train-error:0.091418
## [297]    train-error:0.091418
## [298]    train-error:0.091418
## [299]    train-error:0.089552
## [300]    train-error:0.089552
## [301]    train-error:0.091418
## [302]    train-error:0.091418
## [303]    train-error:0.085821
## [304]    train-error:0.085821
## [305]    train-error:0.085821
## [306]    train-error:0.085821
## [307]    train-error:0.083955
## [308]    train-error:0.087687
## [309]    train-error:0.087687
## [310]    train-error:0.089552
## [311]    train-error:0.083955
## [312]    train-error:0.087687
## [313]    train-error:0.087687
## [314]    train-error:0.087687
## [315]    train-error:0.083955
## [316]    train-error:0.083955
## [317]    train-error:0.087687
## [318]    train-error:0.089552
## [319]    train-error:0.085821
## [320]    train-error:0.082090
## [321]    train-error:0.082090
## [322]    train-error:0.085821
## [323]    train-error:0.085821
## [324]    train-error:0.085821
## [325]    train-error:0.085821
## [326]    train-error:0.087687
## [327]    train-error:0.085821
## [328]    train-error:0.085821
## [329]    train-error:0.085821
## [330]    train-error:0.085821
## [331]    train-error:0.085821
## [332]    train-error:0.087687
## [333]    train-error:0.085821
## [334]    train-error:0.085821
## [335]    train-error:0.085821
## [336]    train-error:0.087687
## [337]    train-error:0.085821
## [338]    train-error:0.085821
## [339]    train-error:0.082090
## [340]    train-error:0.082090
## [341]    train-error:0.080224
## [342]    train-error:0.082090
## [343]    train-error:0.083955
## [344]    train-error:0.083955
## [345]    train-error:0.083955
## [346]    train-error:0.083955
## [347]    train-error:0.083955
## [348]    train-error:0.083955
## [349]    train-error:0.083955
## [350]    train-error:0.083955
## [351]    train-error:0.083955
## [352]    train-error:0.085821
## [353]    train-error:0.085821
## [354]    train-error:0.085821
## [355]    train-error:0.085821
## [356]    train-error:0.085821
## [357]    train-error:0.087687
## [358]    train-error:0.087687
## [359]    train-error:0.087687
## [360]    train-error:0.087687
## [361]    train-error:0.085821
## [362]    train-error:0.085821
## [363]    train-error:0.085821
## [364]    train-error:0.085821
## [365]    train-error:0.085821
#test model
predict.xg <- predict(xgmodel, validTask)
confusionMatrix(predict.xg$data$response, validation$Survived)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 194  53
##          1  25  83
##                                           
##                Accuracy : 0.7803          
##                  95% CI : (0.7336, 0.8223)
##     No Information Rate : 0.6169          
##     P-Value [Acc > NIR] : 3.416e-11       
##                                           
##                   Kappa : 0.5163          
##  Mcnemar's Test P-Value : 0.002235        
##                                           
##             Sensitivity : 0.8858          
##             Specificity : 0.6103          
##          Pos Pred Value : 0.7854          
##          Neg Pred Value : 0.7685          
##              Prevalence : 0.6169          
##          Detection Rate : 0.5465          
##    Detection Prevalence : 0.6958          
##       Balanced Accuracy : 0.7481          
##                                           
##        'Positive' Class : 0               
## 
#submission file
# submit <- data.frame(Loan_ID = test$Loan_ID, Loan_Status = predict.xg$data$response)
#write.csv(submit, "submit7.csv",row.names = F)

Random forest

getParamSet("classif.randomForest")
##                      Type  len   Def   Constr Req Tunable Trafo
## ntree             integer    -   500 1 to Inf   -    TRUE     -
## mtry              integer    -     - 1 to Inf   -    TRUE     -
## replace           logical    -  TRUE        -   -    TRUE     -
## classwt     numericvector <NA>     - 0 to Inf   -    TRUE     -
## cutoff      numericvector <NA>     -   0 to 1   -    TRUE     -
## strata            untyped    -     -        -   -    TRUE     -
## sampsize    integervector <NA>     - 1 to Inf   -    TRUE     -
## nodesize          integer    -     1 1 to Inf   -    TRUE     -
## maxnodes          integer    -     - 1 to Inf   -    TRUE     -
## importance        logical    - FALSE        -   -    TRUE     -
## localImp          logical    - FALSE        -   -    TRUE     -
## proximity         logical    - FALSE        -   -   FALSE     -
## oob.prox          logical    -     -        -   Y   FALSE     -
## norm.votes        logical    -  TRUE        -   -   FALSE     -
## do.trace          logical    - FALSE        -   -   FALSE     -
## keep.forest       logical    -  TRUE        -   -   FALSE     -
## keep.inbag        logical    - FALSE        -   -   FALSE     -
#create a learner
rf <- makeLearner("classif.randomForest", predict.type = "response", par.vals = list(ntree = 200, mtry = 3))
rf$par.vals <- list(
  importance = TRUE
)
#set tunable parameters
#grid search to find hyperparameters
rf_param <- makeParamSet(
  makeIntegerParam("ntree",lower = 50, upper = 500),
  makeIntegerParam("mtry", lower = 3, upper = 10),
  makeIntegerParam("nodesize", lower = 10, upper = 50)
)
#let's do random search for 50 iterations
rancontrol <- makeTuneControlRandom(maxit = 50L)

#set 3 fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)
#hypertuning
rf_tune <- tuneParams(learner = rf, resampling = set_cv, task = trainTask, par.set = rf_param, control = rancontrol, measures = acc, show.info = FALSE)

rf.tree <- setHyperPars(rf, par.vals = rf_tune$x)
#train a model
rforest <- mlr::train(rf.tree, trainTask)

#make predictions
rfmodel <- predict(rforest, validTask)
confusionMatrix(rfmodel$data$response, validation$Survived)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 188  39
##          1  31  97
##                                           
##                Accuracy : 0.8028          
##                  95% CI : (0.7576, 0.8429)
##     No Information Rate : 0.6169          
##     P-Value [Acc > NIR] : 3.362e-14       
##                                           
##                   Kappa : 0.5781          
##  Mcnemar's Test P-Value : 0.4028          
##                                           
##             Sensitivity : 0.8584          
##             Specificity : 0.7132          
##          Pos Pred Value : 0.8282          
##          Neg Pred Value : 0.7578          
##              Prevalence : 0.6169          
##          Detection Rate : 0.5296          
##    Detection Prevalence : 0.6394          
##       Balanced Accuracy : 0.7858          
##                                           
##        'Positive' Class : 0               
## 
# rfmodel <- predict(rforest, testTask)

Remove some predictors

im_feat <- generateFilterValuesData(trainTask, method = c("information.gain","chi.squared"))
plotFilterValues(im_feat,n.show = 20)

top_task <- filterFeatures(trainTask, method = "rf.importance", abs = 10)
getParamSet("classif.randomForest")
##                      Type  len   Def   Constr Req Tunable Trafo
## ntree             integer    -   500 1 to Inf   -    TRUE     -
## mtry              integer    -     - 1 to Inf   -    TRUE     -
## replace           logical    -  TRUE        -   -    TRUE     -
## classwt     numericvector <NA>     - 0 to Inf   -    TRUE     -
## cutoff      numericvector <NA>     -   0 to 1   -    TRUE     -
## strata            untyped    -     -        -   -    TRUE     -
## sampsize    integervector <NA>     - 1 to Inf   -    TRUE     -
## nodesize          integer    -     1 1 to Inf   -    TRUE     -
## maxnodes          integer    -     - 1 to Inf   -    TRUE     -
## importance        logical    - FALSE        -   -    TRUE     -
## localImp          logical    - FALSE        -   -    TRUE     -
## proximity         logical    - FALSE        -   -   FALSE     -
## oob.prox          logical    -     -        -   Y   FALSE     -
## norm.votes        logical    -  TRUE        -   -   FALSE     -
## do.trace          logical    - FALSE        -   -   FALSE     -
## keep.forest       logical    -  TRUE        -   -   FALSE     -
## keep.inbag        logical    - FALSE        -   -   FALSE     -
#create a learner
rf <- makeLearner("classif.randomForest", predict.type = "response", par.vals = list(ntree = 200, mtry = 3))
rf$par.vals <- list(
  importance = TRUE
)
#set tunable parameters
#grid search to find hyperparameters
rf_param <- makeParamSet(
  makeIntegerParam("ntree",lower = 50, upper = 500),
  makeIntegerParam("mtry", lower = 3, upper = 6),
  makeIntegerParam("nodesize", lower = 10, upper = 50)
)
#let's do random search for 50 iterations
rancontrol <- makeTuneControlRandom(maxit = 50L)

#set 3 fold cross validation
set_cv <- makeResampleDesc("CV",iters = 3L)
#hypertuning
rf_tune <- tuneParams(learner = rf, resampling = set_cv, task = top_task, par.set = rf_param, control = rancontrol, measures = acc, show.info = FALSE)

rf.tree <- setHyperPars(rf, par.vals = rf_tune$x)
#train a model
rforest <- mlr::train(rf.tree, top_task)

#make predictions
rfmodel <- predict(rforest, validTask)
confusionMatrix(rfmodel$data$response, validation$Survived)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 188  43
##          1  31  93
##                                           
##                Accuracy : 0.7915          
##                  95% CI : (0.7455, 0.8326)
##     No Information Rate : 0.6169          
##     P-Value [Acc > NIR] : 1.226e-12       
##                                           
##                   Kappa : 0.5515          
##  Mcnemar's Test P-Value : 0.201           
##                                           
##             Sensitivity : 0.8584          
##             Specificity : 0.6838          
##          Pos Pred Value : 0.8139          
##          Neg Pred Value : 0.7500          
##              Prevalence : 0.6169          
##          Detection Rate : 0.5296          
##    Detection Prevalence : 0.6507          
##       Balanced Accuracy : 0.7711          
##                                           
##        'Positive' Class : 0               
## 
# rfmodel <- predict(rforest, testTask)